{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# Extract and Visualize Individual Heartbeats"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
                "\n",
                "This example shows how to use NeuroKit to extract and visualize the QRS complexes (individual heartbeats) from an electrocardiogram (ECG).\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Load NeuroKit and other useful packages\n",
                "import neurokit2 as nk\n",
                "import numpy as np\n",
                "import matplotlib.pyplot as plt"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {
                "tags": [
                    "remove-input"
                ]
            },
            "outputs": [],
            "source": [
                "# Note: this cell is hidden using the \"remove-input\" tag\n",
                "# Make bigger images\n",
                "plt.rcParams['figure.figsize'] = [15, 5]  \n",
                "plt.rcParams['font.size']= 14"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Extract the cleaned ECG signal"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "In this example, we will use a simulated ECG signal. However, you can use any of your signal (for instance, extracted from the dataframe using the [read_acqknowledge()](https://neuropsychology.github.io/NeuroKit/functions/data.html#read-acqknowledge).\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Simulate 30 seconds of ECG Signal (recorded at 250 samples / second)\n",
                "ecg_signal = nk.ecg_simulate(duration=30, sampling_rate=250)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Once you have a raw ECG signal in the shape of a vector (i.e., a one-dimensional array), or a list, you can use [ecg_process()](https://neuropsychology.github.io/NeuroKit/functions/ecg.html#ecg-process) to process it.\n"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "*Note: It is critical that you specify the correct sampling rate of your signal throughout many processing functions, as this allows NeuroKit to have a time reference.*"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Automatically process the (raw) ECG signal\n",
                "signals, info = nk.ecg_process(ecg_signal, sampling_rate=250)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This function outputs two elements, a *dataframe* containing the different signals (raw, cleaned, etc.) and a *dictionary* containing various additional information (peaks location, ...)."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Extract R-peaks location"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "\n",
                "The processing function does two important things for our purpose: 1) it cleans the signal and 2) it detects the location of the R-peaks. Let's extract these from the output.\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Extract clean ECG and R-peaks location\n",
                "rpeaks = info[\"ECG_R_Peaks\"]\n",
                "cleaned_ecg = signals[\"ECG_Clean\"]"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Great. We can visualize the R-peaks location in the signal to make sure it got detected correctly by marking their location in the signal."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Visualize R-peaks in ECG signal\n",
                "plot = nk.events_plot(rpeaks, cleaned_ecg)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "\n",
                "Once that we know where the R-peaks are located, we can create windows of signal around them (of a length of for instance 1 second, ranging from 400 ms before the R-peak), which we can refer to as *epochs*.\n"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Segment the signal around the heart beats"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "\n",
                "You can now epoch all these individual heart beats, synchronized by their R peaks with the [ecg_segment()](https://neuropsychology.github.io/NeuroKit/functions/ecg.html#ecg-segment) function.\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Plotting all the heart beats\n",
                "epochs = nk.ecg_segment(cleaned_ecg, rpeaks=None, sampling_rate=250, show=True)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "\n",
                "This create a dictionary of dataframes for each 'epoch' (in this case, each heart beat).\n",
                "    "
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Advanced Plotting"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This section is written for a more advanced purpose of plotting and visualizing all the heartbeats segments. The code below uses packages other than *NeuroKit2* to manually set the colour gradient of the signals and to create a more interactive experience for the user - by hovering your cursor over each signal, an annotation of the signal corresponding to the heart beat index is shown."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### Custom colors and legend"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Here, we define a function to create the epochs. It takes in `cleaned` as the cleaned signal dataframe, and `peaks` as the array of R-peaks locations."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>Signal</th>\n",
                            "      <th>Index</th>\n",
                            "      <th>Label</th>\n",
                            "      <th>Time</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>-0.213939</td>\n",
                            "      <td>138</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.300000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>-0.208594</td>\n",
                            "      <td>139</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.295977</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-0.203164</td>\n",
                            "      <td>140</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.291954</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>-0.197584</td>\n",
                            "      <td>141</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.287931</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>-0.191775</td>\n",
                            "      <td>142</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.283908</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "     Signal  Index Label      Time\n",
                            "0 -0.213939    138     1 -0.300000\n",
                            "1 -0.208594    139     1 -0.295977\n",
                            "2 -0.203164    140     1 -0.291954\n",
                            "3 -0.197584    141     1 -0.287931\n",
                            "4 -0.191775    142     1 -0.283908"
                        ]
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# Define a function to create epochs\n",
                "def extract_heartbeats(cleaned, peaks, sampling_rate=None): \n",
                "    heartbeats = nk.epochs_create(cleaned, \n",
                "                                  events=peaks, \n",
                "                                  epochs_start=-0.3, \n",
                "                                  epochs_end=0.4, \n",
                "                                  sampling_rate=sampling_rate)\n",
                "    heartbeats = nk.epochs_to_df(heartbeats)\n",
                "    return heartbeats\n",
                "    \n",
                "heartbeats = extract_heartbeats(cleaned_ecg, peaks=rpeaks, sampling_rate=250)\n",
                "heartbeats.head()"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "We then pivot the dataframe so that each column corresponds to the signal values of one channel, or *Label*."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
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                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th>Label</th>\n",
                            "      <th>1</th>\n",
                            "      <th>10</th>\n",
                            "      <th>11</th>\n",
                            "      <th>12</th>\n",
                            "      <th>13</th>\n",
                            "      <th>14</th>\n",
                            "      <th>15</th>\n",
                            "      <th>16</th>\n",
                            "      <th>17</th>\n",
                            "      <th>18</th>\n",
                            "      <th>...</th>\n",
                            "      <th>31</th>\n",
                            "      <th>32</th>\n",
                            "      <th>33</th>\n",
                            "      <th>34</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>Time</th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
                            "      <th></th>\n",
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                            "  <tbody>\n",
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                            "      <th>-0.300000</th>\n",
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                            "      <td>-0.138099</td>\n",
                            "      <td>-0.141934</td>\n",
                            "      <td>-0.149568</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.140675</td>\n",
                            "      <td>-0.163734</td>\n",
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                            "      <td>-0.138627</td>\n",
                            "      <td>-0.137023</td>\n",
                            "      <td>-0.140765</td>\n",
                            "      <td>-0.148484</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.139953</td>\n",
                            "      <td>-0.163005</td>\n",
                            "      <td>-0.069718</td>\n",
                            "      <td>-0.252222</td>\n",
                            "      <td>-0.113036</td>\n",
                            "      <td>-0.150316</td>\n",
                            "      <td>-0.132747</td>\n",
                            "      <td>-0.139121</td>\n",
                            "      <td>-0.137366</td>\n",
                            "      <td>-0.138510</td>\n",
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                            "    <tr>\n",
                            "      <th>-0.291954</th>\n",
                            "      <td>-0.203164</td>\n",
                            "      <td>-0.138102</td>\n",
                            "      <td>-0.132697</td>\n",
                            "      <td>-0.130377</td>\n",
                            "      <td>-0.146793</td>\n",
                            "      <td>-0.140371</td>\n",
                            "      <td>-0.137323</td>\n",
                            "      <td>-0.135799</td>\n",
                            "      <td>-0.139409</td>\n",
                            "      <td>-0.147239</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.139105</td>\n",
                            "      <td>-0.162129</td>\n",
                            "      <td>-0.068489</td>\n",
                            "      <td>-0.251818</td>\n",
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                            "      <td>-0.131542</td>\n",
                            "      <td>-0.137955</td>\n",
                            "      <td>-0.136940</td>\n",
                            "      <td>-0.137364</td>\n",
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                            "    <tr>\n",
                            "      <th>-0.287931</th>\n",
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                            "      <td>-0.129260</td>\n",
                            "      <td>-0.144460</td>\n",
                            "      <td>-0.138652</td>\n",
                            "      <td>-0.135859</td>\n",
                            "      <td>-0.134373</td>\n",
                            "      <td>-0.137820</td>\n",
                            "      <td>-0.145780</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.138088</td>\n",
                            "      <td>-0.161063</td>\n",
                            "      <td>-0.067122</td>\n",
                            "      <td>-0.251213</td>\n",
                            "      <td>-0.110671</td>\n",
                            "      <td>-0.148666</td>\n",
                            "      <td>-0.130170</td>\n",
                            "      <td>-0.136570</td>\n",
                            "      <td>-0.136318</td>\n",
                            "      <td>-0.136029</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>-0.283908</th>\n",
                            "      <td>-0.191775</td>\n",
                            "      <td>-0.135927</td>\n",
                            "      <td>-0.130543</td>\n",
                            "      <td>-0.127830</td>\n",
                            "      <td>-0.141651</td>\n",
                            "      <td>-0.136673</td>\n",
                            "      <td>-0.134202</td>\n",
                            "      <td>-0.132672</td>\n",
                            "      <td>-0.135936</td>\n",
                            "      <td>-0.144041</td>\n",
                            "      <td>...</td>\n",
                            "      <td>-0.136835</td>\n",
                            "      <td>-0.159769</td>\n",
                            "      <td>-0.065584</td>\n",
                            "      <td>-0.250362</td>\n",
                            "      <td>-0.109091</td>\n",
                            "      <td>-0.147374</td>\n",
                            "      <td>-0.128582</td>\n",
                            "      <td>-0.134926</td>\n",
                            "      <td>-0.135413</td>\n",
                            "      <td>-0.134453</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>5 rows × 34 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "Label            1         10        11        12        13        14  \\\n",
                            "Time                                                                    \n",
                            "-0.300000 -0.213939 -0.139588 -0.134314 -0.131990 -0.150262 -0.143231   \n",
                            "-0.295977 -0.208594 -0.138916 -0.133551 -0.131265 -0.148709 -0.141885   \n",
                            "-0.291954 -0.203164 -0.138102 -0.132697 -0.130377 -0.146793 -0.140371   \n",
                            "-0.287931 -0.197584 -0.137117 -0.131712 -0.129260 -0.144460 -0.138652   \n",
                            "-0.283908 -0.191775 -0.135927 -0.130543 -0.127830 -0.141651 -0.136673   \n",
                            "\n",
                            "Label            15        16        17        18  ...        31        32  \\\n",
                            "Time                                               ...                       \n",
                            "-0.300000 -0.139796 -0.138099 -0.141934 -0.149568  ... -0.140675 -0.163734   \n",
                            "-0.295977 -0.138627 -0.137023 -0.140765 -0.148484  ... -0.139953 -0.163005   \n",
                            "-0.291954 -0.137323 -0.135799 -0.139409 -0.147239  ... -0.139105 -0.162129   \n",
                            "-0.287931 -0.135859 -0.134373 -0.137820 -0.145780  ... -0.138088 -0.161063   \n",
                            "-0.283908 -0.134202 -0.132672 -0.135936 -0.144041  ... -0.136835 -0.159769   \n",
                            "\n",
                            "Label            33        34        4         5         6         7   \\\n",
                            "Time                                                                    \n",
                            "-0.300000 -0.070833 -0.252459 -0.113924 -0.150802 -0.133817 -0.140106   \n",
                            "-0.295977 -0.069718 -0.252222 -0.113036 -0.150316 -0.132747 -0.139121   \n",
                            "-0.291954 -0.068489 -0.251818 -0.111969 -0.149624 -0.131542 -0.137955   \n",
                            "-0.287931 -0.067122 -0.251213 -0.110671 -0.148666 -0.130170 -0.136570   \n",
                            "-0.283908 -0.065584 -0.250362 -0.109091 -0.147374 -0.128582 -0.134926   \n",
                            "\n",
                            "Label            8         9   \n",
                            "Time                           \n",
                            "-0.300000 -0.137656 -0.139503  \n",
                            "-0.295977 -0.137366 -0.138510  \n",
                            "-0.291954 -0.136940 -0.137364  \n",
                            "-0.287931 -0.136318 -0.136029  \n",
                            "-0.283908 -0.135413 -0.134453  \n",
                            "\n",
                            "[5 rows x 34 columns]"
                        ]
                    },
                    "execution_count": 12,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "heartbeats_pivoted = heartbeats.pivot(index='Time', columns='Label', values='Signal')\n",
                "heartbeats_pivoted.head()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Prepare figure\n",
                "fig, ax = plt.subplots()\n",
                "\n",
                "ax.set_title(\"Individual Heart Beats\")\n",
                "ax.set_xlabel(\"Time (seconds)\")\n",
                "\n",
                "# Aesthetics\n",
                "labels = list(heartbeats_pivoted)\n",
                "labels = ['Channel ' + x for x in labels] # Set labels for each signal\n",
                "cmap = iter(plt.cm.YlOrRd(np.linspace(0,1, int(heartbeats[\"Label\"].nunique())))) # Get color map\n",
                "lines = [] # Create empty list to contain the plot of each signal\n",
                "\n",
                "for i, x, color in zip(labels, heartbeats_pivoted, cmap):\n",
                "    line, = ax.plot(heartbeats_pivoted[x], label='%s' % i, color=color)\n",
                "    lines.append(line)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### Interactivity"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This section of the code incorporates the aesthetics and interactivity of the plot produced. Unfortunately, the interactivity is not active in this example but it should work in your console! As you hover your cursor over each signal, annotation of the channel that produced it is shown. You will need to uncomment the code below."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "*Note: you need to install the `mplcursors` package for the interactive part (`pip install mplcursors`)*"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {},
            "outputs": [],
            "source": [
                "# # Import packages\n",
                "# import ipywidgets as widgets\n",
                "# from ipywidgets import interact, interact_manual\n",
                "\n",
                "# import mplcursors\n",
                "\n",
                "# # Obtain hover cursor\n",
                "# mplcursors.cursor(lines, hover=True, highlight=True).connect(\"add\", lambda sel: sel.annotation.set_text(sel.artist.get_label())) \n",
                "# # Return figure\n",
                "# fig"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.9.7 64-bit",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.9.7"
        },
        "vscode": {
            "interpreter": {
                "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
            }
        }
    },
    "nbformat": 4,
    "nbformat_minor": 2
}
